{"id":"W4410897137","doi":"10.62311/nesx/rphcr17","title":"Governance Frameworks for Ethical AI Deployment in Public Sector Services","year":2025,"lang":"en","type":"article","venue":"International Journal of Academic and Industrial Research Innovations(IJAIRI)","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Corporate governance; Public sector; Business; Public administration; Political science; Computer science; Law; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07836818,0.0003394003,0.000292245,0.003323306,0.006700019,0.01286089,0.001350906,0.002238328,0.00300444],"category_scores_gemma":[0.1306341,0.0004243966,0.000456577,0.003075453,0.01690083,0.006916885,0.009168938,0.003675494,0.0003251183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01941788,"about_ca_system_score_gemma":0.0496193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009232694,"about_ca_topic_score_gemma":0.008702565,"domain_scores_codex":[0.9026431,0.07597905,0.00340798,0.002766623,0.01004248,0.005160677],"domain_scores_gemma":[0.8368355,0.08923668,0.02680191,0.01606427,0.02366328,0.007398313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004848468,0.0004104461,0.04971583,0.0002642355,0.00004990562,0.000327029,0.04635249,0.008118433,0.001539674,0.8058183,0.004506234,0.082849],"study_design_scores_gemma":[0.0001307433,0.0003394002,0.05682046,0.002204051,0.00008270652,0.0004235803,0.1022874,0.04047156,0.004411734,0.6760245,0.116627,0.0001767946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.511623,0.0006812745,0.2655973,0.05114014,0.0001535793,0.001952011,0.0001448267,0.0004469836,0.1682609],"genre_scores_gemma":[0.988466,0.00006248109,0.01021322,0.0004157146,0.00001248961,0.0001714064,0.00001874662,0.00001522073,0.000624788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07836818,"threshold_uncertainty_score":0.4144555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2458722561472809,"score_gpt":0.5304354835311441,"score_spread":0.2845632273838632,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}